3.3.2.1 Trait type mean
# Overall
rmod.mix.tr <- rma.mv(yi ~ factor(Trait_type) - 1, vi, random = list(~1 |Study/id, ~1 |Pub_Year, ~1 |Ecosystem, ~1 |Study_Test_Type), method = "ML", data = ddd.new)
rmod.mix.tr
##
## Multivariate Meta-Analysis Model (k = 3779; method: ML)
##
## Variance Components:
##
## estim sqrt nlvls fixed factor
## sigma^2.1 0.1095 0.3310 346 no Study
## sigma^2.2 0.1778 0.4216 3779 no Study/id
## sigma^2.3 0.0000 0.0000 31 no Pub_Year
## sigma^2.4 0.0000 0.0000 3 no Ecosystem
## sigma^2.5 0.0000 0.0000 3 no Study_Test_Type
##
## Test of Moderators (coefficients 1:3):
## QM(df = 3) = 106.0058, p-val < .0001
##
## Model Results:
##
## estimate se zval pval ci.lb ci.ub
## factor(Trait_type)C -0.0030 0.0328 -0.0921 0.9266 -0.0673 0.0613
## factor(Trait_type)L -0.1673 0.0317 -5.2770 <.0001 -0.2294 -0.1052 ***
## factor(Trait_type)M -0.1856 0.0228 -8.1280 <.0001 -0.2304 -0.1409 ***
##
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
# Interaction
rmod.mix.t <- rma.mv(yi ~ 0 + paste(factor(Native_Nonnative), factor(Trait_type)), vi, random = list(~1 |Study/id, ~1 |Pub_Year, ~1 |Ecosystem, ~1 |Study_Test_Type), method = "ML", data = ddd.new)
rmod.mix.t
##
## Multivariate Meta-Analysis Model (k = 3779; method: ML)
##
## Variance Components:
##
## estim sqrt nlvls fixed factor
## sigma^2.1 0.1098 0.3314 346 no Study
## sigma^2.2 0.1758 0.4193 3779 no Study/id
## sigma^2.3 0.0000 0.0000 31 no Pub_Year
## sigma^2.4 0.0000 0.0000 3 no Ecosystem
## sigma^2.5 0.0000 0.0000 3 no Study_Test_Type
##
## Test of Moderators (coefficients 1:12):
## QM(df = 12) = 138.8538, p-val < .0001
##
## Model Results:
##
## estimate se
## paste(factor(Native_Nonnative), factor(Trait_type))1 C 0.0262 0.0357
## paste(factor(Native_Nonnative), factor(Trait_type))1 L -0.1621 0.0345
## paste(factor(Native_Nonnative), factor(Trait_type))1 M -0.1794 0.0244
## paste(factor(Native_Nonnative), factor(Trait_type))2 C -0.2128 0.0842
## paste(factor(Native_Nonnative), factor(Trait_type))2 L -0.1217 0.1085
## paste(factor(Native_Nonnative), factor(Trait_type))2 M -0.2826 0.0443
## paste(factor(Native_Nonnative), factor(Trait_type))3 C -0.2104 0.2645
## paste(factor(Native_Nonnative), factor(Trait_type))3 L -0.4391 0.1279
## paste(factor(Native_Nonnative), factor(Trait_type))3 M -0.1955 0.0676
## paste(factor(Native_Nonnative), factor(Trait_type))4 C -0.0188 0.0824
## paste(factor(Native_Nonnative), factor(Trait_type))4 L -0.0013 0.1058
## paste(factor(Native_Nonnative), factor(Trait_type))4 M -0.0983 0.0468
## zval pval
## paste(factor(Native_Nonnative), factor(Trait_type))1 C 0.7340 0.4630
## paste(factor(Native_Nonnative), factor(Trait_type))1 L -4.7009 <.0001
## paste(factor(Native_Nonnative), factor(Trait_type))1 M -7.3465 <.0001
## paste(factor(Native_Nonnative), factor(Trait_type))2 C -2.5278 0.0115
## paste(factor(Native_Nonnative), factor(Trait_type))2 L -1.1216 0.2620
## paste(factor(Native_Nonnative), factor(Trait_type))2 M -6.3756 <.0001
## paste(factor(Native_Nonnative), factor(Trait_type))3 C -0.7953 0.4265
## paste(factor(Native_Nonnative), factor(Trait_type))3 L -3.4322 0.0006
## paste(factor(Native_Nonnative), factor(Trait_type))3 M -2.8940 0.0038
## paste(factor(Native_Nonnative), factor(Trait_type))4 C -0.2278 0.8198
## paste(factor(Native_Nonnative), factor(Trait_type))4 L -0.0128 0.9898
## paste(factor(Native_Nonnative), factor(Trait_type))4 M -2.1020 0.0356
## ci.lb ci.ub
## paste(factor(Native_Nonnative), factor(Trait_type))1 C -0.0438 0.0963
## paste(factor(Native_Nonnative), factor(Trait_type))1 L -0.2297 -0.0945 ***
## paste(factor(Native_Nonnative), factor(Trait_type))1 M -0.2273 -0.1316 ***
## paste(factor(Native_Nonnative), factor(Trait_type))2 C -0.3777 -0.0478 *
## paste(factor(Native_Nonnative), factor(Trait_type))2 L -0.3345 0.0910
## paste(factor(Native_Nonnative), factor(Trait_type))2 M -0.3694 -0.1957 ***
## paste(factor(Native_Nonnative), factor(Trait_type))3 C -0.7288 0.3081
## paste(factor(Native_Nonnative), factor(Trait_type))3 L -0.6899 -0.1884 ***
## paste(factor(Native_Nonnative), factor(Trait_type))3 M -0.3279 -0.0631 **
## paste(factor(Native_Nonnative), factor(Trait_type))4 C -0.1802 0.1427
## paste(factor(Native_Nonnative), factor(Trait_type))4 L -0.2088 0.2061
## paste(factor(Native_Nonnative), factor(Trait_type))4 M -0.1899 -0.0066 *
##
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
# Post-hoc test
glht_test <- glht(rmod.mix.t, linfct = contrMat(coef(rmod.mix.t), type = "Tukey"))
summary(glht_test, test = adjusted("none"))
##
## Simultaneous Tests for General Linear Hypotheses
##
## Multiple Comparisons of Means: Tukey Contrasts
##
##
## Fit: rma.mv(yi = yi ~ 0 + paste(factor(Native_Nonnative), factor(Trait_type)),
## V = vi, random = list(~1 | Study/id, ~1 | Pub_Year, ~1 |
## Ecosystem, ~1 | Study_Test_Type), data = ddd.new, method = "ML")
##
## Linear Hypotheses:
## Estimate
## paste(factor(Native_Nonnative), factor(Trait_type))1 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -0.188318
## paste(factor(Native_Nonnative), factor(Trait_type))1 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -0.205675
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -0.238997
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -0.147962
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -0.308780
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -0.236585
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -0.465359
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -0.221741
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -0.044998
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -0.027578
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -0.124499
## paste(factor(Native_Nonnative), factor(Trait_type))1 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -0.017356
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -0.050679
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.040356
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -0.120462
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -0.048267
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -0.277041
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -0.033422
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.143320
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.160741
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.063820
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 -0.033322
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.057713
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 -0.103105
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 -0.030911
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 -0.259685
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 -0.016066
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.160677
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.178097
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.081176
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.091035
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 -0.069783
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.002412
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 -0.226362
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.017256
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.193999
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.211419
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.114498
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 -0.160818
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 -0.088624
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 -0.317397
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 -0.073779
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.102964
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.120384
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.023463
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.072195
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 -0.156579
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.087039
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.263782
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.281202
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.184281
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 -0.228774
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.014845
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.191587
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.209008
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.112087
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 0.243619
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 0.420361
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 0.437782
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 0.340861
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 0.176742
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 0.194163
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 0.097242
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))4 C == 0 0.017421
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))4 C == 0 -0.079500
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))4 L == 0 -0.096921
## Std. Error
## paste(factor(Native_Nonnative), factor(Trait_type))1 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.043195
## paste(factor(Native_Nonnative), factor(Trait_type))1 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.029623
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.089114
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.112885
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.052407
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.265914
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.131633
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.073518
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.087391
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.109557
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.054456
## paste(factor(Native_Nonnative), factor(Trait_type))1 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.034658
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.089386
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.112885
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.053221
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.265831
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.131398
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.073750
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.087655
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.109459
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.055042
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.084798
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.109596
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.044476
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.264646
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.129010
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.068301
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.082995
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.106107
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.046944
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.132169
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.080654
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.276637
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.152095
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.104713
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.084037
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.129150
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.081427
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.109713
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.285196
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.166839
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.125737
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.131077
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.137948
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.111187
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.266928
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.133869
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.074969
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.079449
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.107532
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.045245
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.287719
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.262093
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.276110
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.284080
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.267557
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 0.133316
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 0.151124
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 0.165084
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 0.134917
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 0.103344
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 0.123298
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 0.077635
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))4 C == 0 0.127596
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))4 C == 0 0.079339
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))4 L == 0 0.106188
## z value
## paste(factor(Native_Nonnative), factor(Trait_type))1 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -4.360
## paste(factor(Native_Nonnative), factor(Trait_type))1 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -6.943
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -2.682
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -1.311
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -5.892
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -0.890
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -3.535
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -3.016
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -0.515
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -0.252
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -2.286
## paste(factor(Native_Nonnative), factor(Trait_type))1 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -0.501
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -0.567
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.357
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -2.263
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -0.182
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -2.108
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -0.453
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 1.635
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 1.468
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 1.159
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 -0.393
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.527
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 -2.318
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 -0.117
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 -2.013
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 -0.235
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 1.936
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 1.678
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 1.729
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.689
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 -0.865
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.009
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 -1.488
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.165
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 2.308
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 1.637
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 1.406
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 -1.466
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 -0.311
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 -1.902
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 -0.587
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.786
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.873
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.211
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.270
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 -1.170
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 1.161
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 3.320
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 2.615
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 4.073
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 -0.795
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.057
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.694
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.736
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.419
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 1.827
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 2.782
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 2.652
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 2.526
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 1.710
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 1.575
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 1.253
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))4 C == 0 0.137
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))4 C == 0 -1.002
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))4 L == 0 -0.913
## Pr(>|z|)
## paste(factor(Native_Nonnative), factor(Trait_type))1 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 1.30e-05
## paste(factor(Native_Nonnative), factor(Trait_type))1 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 3.84e-12
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.007320
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.189950
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 3.82e-09
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.373623
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.000407
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.002560
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.606617
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.801258
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.022242
## paste(factor(Native_Nonnative), factor(Trait_type))1 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.616523
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.570737
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.720718
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.023610
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.855920
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.034996
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.650418
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.102040
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.141969
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.246263
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.694348
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.598475
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.020437
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.907018
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.044124
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.814036
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.052871
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.093257
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.083769
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.490963
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.386922
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.993044
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.136674
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.869104
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.020972
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.101630
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.159679
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.142702
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.755994
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.057117
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.557357
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.432149
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.382838
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.832868
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.786803
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.242142
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.245638
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.000900
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.008921
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 4.64e-05
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.426538
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.954832
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.487758
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.461892
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.675270
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 0.067643
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 0.005410
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 0.008005
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 0.011522
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 0.087223
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 0.115314
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 0.210365
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))4 C == 0 0.891403
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))4 C == 0 0.316327
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))4 L == 0 0.361385
##
## paste(factor(Native_Nonnative), factor(Trait_type))1 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 ***
## paste(factor(Native_Nonnative), factor(Trait_type))1 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 ***
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 **
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 ***
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 ***
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 **
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 *
## paste(factor(Native_Nonnative), factor(Trait_type))1 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 *
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 *
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 *
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 *
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 .
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 .
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 .
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 *
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 .
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 ***
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 **
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 ***
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 .
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 **
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 **
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 *
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 .
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))4 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))4 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))4 L == 0
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## (Adjusted p values reported -- none method)
3.3.2.2 Trait type variation
# Overall
rmod.mix.tr.v <- rma.mv(yi ~ factor(Trait_type) - 1, vi, random = list(~1 |Study/id, ~1 |Pub_Year, ~1 |Ecosystem, ~1 |Study_Test_Type), method = "ML", data = rd)
rmod.mix.tr.v
##
## Multivariate Meta-Analysis Model (k = 3779; method: ML)
##
## Variance Components:
##
## estim sqrt nlvls fixed factor
## sigma^2.1 0.0631 0.2513 346 no Study
## sigma^2.2 0.1832 0.4280 3779 no Study/id
## sigma^2.3 0.0000 0.0000 31 no Pub_Year
## sigma^2.4 0.0000 0.0000 3 no Ecosystem
## sigma^2.5 0.0000 0.0000 3 no Study_Test_Type
##
## Test for Residual Heterogeneity:
## QE(df = 3776) = 8348.3582, p-val < .0001
##
## Test of Moderators (coefficients 1:3):
## QM(df = 3) = 46.0678, p-val < .0001
##
## Model Results:
##
## estimate se zval pval ci.lb ci.ub
## factor(Trait_type)C 0.0392 0.0393 0.9993 0.3176 -0.0377 0.1162
## factor(Trait_type)L 0.1765 0.0356 4.9605 <.0001 0.1068 0.2462 ***
## factor(Trait_type)M 0.1203 0.0226 5.3250 <.0001 0.0760 0.1645 ***
##
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
# Interaction
rmod.mix.t.v <- rma.mv(yi ~ 0 + paste(factor(Native_Nonnative), factor(Trait_type)), vi, random = list(~1 |Study/id, ~1 |Pub_Year, ~1 |Ecosystem, ~1 |Study_Test_Type), method = "ML", data = rd)
rmod.mix.t.v
##
## Multivariate Meta-Analysis Model (k = 3779; method: ML)
##
## Variance Components:
##
## estim sqrt nlvls fixed factor
## sigma^2.1 0.0626 0.2501 346 no Study
## sigma^2.2 0.1803 0.4246 3779 no Study/id
## sigma^2.3 0.0000 0.0000 31 no Pub_Year
## sigma^2.4 0.0000 0.0000 3 no Ecosystem
## sigma^2.5 0.0000 0.0000 3 no Study_Test_Type
##
## Test for Residual Heterogeneity:
## QE(df = 3767) = 8300.8899, p-val < .0001
##
## Test of Moderators (coefficients 1:12):
## QM(df = 12) = 72.5687, p-val < .0001
##
## Model Results:
##
## estimate se
## paste(factor(Native_Nonnative), factor(Trait_type))1 C 0.0420 0.0438
## paste(factor(Native_Nonnative), factor(Trait_type))1 L 0.1615 0.0388
## paste(factor(Native_Nonnative), factor(Trait_type))1 M 0.1266 0.0249
## paste(factor(Native_Nonnative), factor(Trait_type))2 C 0.1929 0.1098
## paste(factor(Native_Nonnative), factor(Trait_type))2 L -0.0921 0.1358
## paste(factor(Native_Nonnative), factor(Trait_type))2 M 0.1361 0.0505
## paste(factor(Native_Nonnative), factor(Trait_type))3 C 0.1299 0.3419
## paste(factor(Native_Nonnative), factor(Trait_type))3 L 0.2245 0.1492
## paste(factor(Native_Nonnative), factor(Trait_type))3 M 0.1885 0.0782
## paste(factor(Native_Nonnative), factor(Trait_type))4 C -0.1116 0.1031
## paste(factor(Native_Nonnative), factor(Trait_type))4 L 0.6126 0.1357
## paste(factor(Native_Nonnative), factor(Trait_type))4 M 0.0460 0.0540
## zval pval
## paste(factor(Native_Nonnative), factor(Trait_type))1 C 0.9586 0.3378
## paste(factor(Native_Nonnative), factor(Trait_type))1 L 4.1603 <.0001
## paste(factor(Native_Nonnative), factor(Trait_type))1 M 5.0878 <.0001
## paste(factor(Native_Nonnative), factor(Trait_type))2 C 1.7576 0.0788
## paste(factor(Native_Nonnative), factor(Trait_type))2 L -0.6780 0.4978
## paste(factor(Native_Nonnative), factor(Trait_type))2 M 2.6982 0.0070
## paste(factor(Native_Nonnative), factor(Trait_type))3 C 0.3799 0.7040
## paste(factor(Native_Nonnative), factor(Trait_type))3 L 1.5046 0.1324
## paste(factor(Native_Nonnative), factor(Trait_type))3 M 2.4121 0.0159
## paste(factor(Native_Nonnative), factor(Trait_type))4 C -1.0817 0.2794
## paste(factor(Native_Nonnative), factor(Trait_type))4 L 4.5126 <.0001
## paste(factor(Native_Nonnative), factor(Trait_type))4 M 0.8533 0.3935
## ci.lb ci.ub
## paste(factor(Native_Nonnative), factor(Trait_type))1 C -0.0438 0.1278
## paste(factor(Native_Nonnative), factor(Trait_type))1 L 0.0854 0.2375 ***
## paste(factor(Native_Nonnative), factor(Trait_type))1 M 0.0778 0.1753 ***
## paste(factor(Native_Nonnative), factor(Trait_type))2 C -0.0222 0.4081 .
## paste(factor(Native_Nonnative), factor(Trait_type))2 L -0.3583 0.1741
## paste(factor(Native_Nonnative), factor(Trait_type))2 M 0.0372 0.2350 **
## paste(factor(Native_Nonnative), factor(Trait_type))3 C -0.5402 0.8000
## paste(factor(Native_Nonnative), factor(Trait_type))3 L -0.0679 0.5169
## paste(factor(Native_Nonnative), factor(Trait_type))3 M 0.0353 0.3417 *
## paste(factor(Native_Nonnative), factor(Trait_type))4 C -0.3137 0.0906
## paste(factor(Native_Nonnative), factor(Trait_type))4 L 0.3465 0.8786 ***
## paste(factor(Native_Nonnative), factor(Trait_type))4 M -0.0597 0.1518
##
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
# Post-hoc test
glht_test <- glht(rmod.mix.t.v, linfct = contrMat(coef(rmod.mix.t.v), type = "Tukey"))
summary(glht_test, test = adjusted("none"))
##
## Simultaneous Tests for General Linear Hypotheses
##
## Multiple Comparisons of Means: Tukey Contrasts
##
##
## Fit: rma.mv(yi = yi ~ 0 + paste(factor(Native_Nonnative), factor(Trait_type)),
## V = vi, random = list(~1 | Study/id, ~1 | Pub_Year, ~1 |
## Ecosystem, ~1 | Study_Test_Type), data = rd, method = "ML")
##
## Linear Hypotheses:
## Estimate
## paste(factor(Native_Nonnative), factor(Trait_type))1 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.119491
## paste(factor(Native_Nonnative), factor(Trait_type))1 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.084601
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.150972
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -0.134069
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.094165
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.087912
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.182535
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.146570
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -0.153519
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.570602
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.004071
## paste(factor(Native_Nonnative), factor(Trait_type))1 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -0.034890
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.031481
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -0.253560
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -0.025326
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -0.031579
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.063044
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.027079
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -0.273010
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.451111
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -0.115420
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.066371
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 -0.218670
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.009564
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.003311
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.097934
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.061969
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 -0.238120
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.486001
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 -0.080530
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 -0.285041
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 -0.056807
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 -0.063060
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.031563
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 -0.004402
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 -0.304491
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.419630
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 -0.146901
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.228234
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.221981
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.316604
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.280639
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 -0.019449
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.704671
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.138141
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 -0.006253
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.088370
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.052405
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 -0.247683
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.476437
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 -0.090093
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.094623
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.058658
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 -0.241431
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.482690
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 -0.083841
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 -0.035965
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 -0.336054
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 0.388067
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 -0.178464
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 -0.300089
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 0.424032
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 -0.142499
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))4 C == 0 0.724120
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))4 C == 0 0.157590
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))4 L == 0 -0.566530
## Std. Error
## paste(factor(Native_Nonnative), factor(Trait_type))1 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.055561
## paste(factor(Native_Nonnative), factor(Trait_type))1 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.041625
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.117489
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.142380
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.064799
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.344395
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.155208
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.088569
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.111234
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.141682
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.067578
## paste(factor(Native_Nonnative), factor(Trait_type))1 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.042348
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.116021
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.141037
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.062624
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.343839
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.153891
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.086657
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.109671
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.140285
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.065197
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.111510
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.137592
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.052628
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.342458
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.150923
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.080399
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.104907
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.136738
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.056214
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.172944
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.112032
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.358795
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.185015
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.133662
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.123157
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.171639
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.112893
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.141438
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.367669
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.201395
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.155987
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.168785
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.184194
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.142995
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.345007
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.157011
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.089795
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.106258
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.141130
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.060840
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.370128
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.339252
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.356825
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.367592
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.345721
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 0.161375
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 0.181154
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 0.201403
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 0.158281
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 0.128294
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 0.155812
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 0.092881
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))4 C == 0 0.166540
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))4 C == 0 0.105946
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))4 L == 0 0.139255
## z value
## paste(factor(Native_Nonnative), factor(Trait_type))1 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 2.151
## paste(factor(Native_Nonnative), factor(Trait_type))1 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 2.032
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 1.285
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -0.942
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 1.453
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.255
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 1.176
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 1.655
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 -1.380
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 4.027
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.060
## paste(factor(Native_Nonnative), factor(Trait_type))1 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -0.824
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.271
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -1.798
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -0.404
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -0.092
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.410
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.312
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -2.489
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 3.216
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 -1.770
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.595
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 -1.589
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.182
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.010
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.649
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.771
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 -2.270
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 3.554
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 -1.433
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 -1.648
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 -0.507
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 -0.176
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.171
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 -0.033
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 -2.472
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 2.445
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 -1.301
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 1.614
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.604
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 1.572
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 1.799
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 -0.115
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 3.826
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.966
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 -0.018
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.563
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.584
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 -2.331
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 3.376
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 -1.481
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.256
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.173
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 -0.677
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 1.313
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 -0.243
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 -0.223
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 -1.855
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 1.927
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 -1.128
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 -2.339
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 2.721
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 -1.534
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))4 C == 0 4.348
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))4 C == 0 1.487
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))4 L == 0 -4.068
## Pr(>|z|)
## paste(factor(Native_Nonnative), factor(Trait_type))1 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.031506
## paste(factor(Native_Nonnative), factor(Trait_type))1 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.042110
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.198795
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.346382
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.146172
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.798518
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.239570
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.097952
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.167544
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 5.64e-05
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 0.951960
## paste(factor(Native_Nonnative), factor(Trait_type))1 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.410003
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.786129
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.072204
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.685906
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.926823
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.682051
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.754674
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.012798
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.001301
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 0.076674
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.551705
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.112000
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.855799
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.992286
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.516402
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.440845
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.023218
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.000379
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 0.151989
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.099318
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.612108
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.860486
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.864542
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.973726
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.013421
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.014492
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 0.193175
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.106599
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.546008
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.115938
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.071999
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.908261
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.000130
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 0.334017
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.985540
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.573552
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.559484
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.019756
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.000736
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 0.138655
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.798222
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.862727
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.498654
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.189145
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0 0.808385
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 0.823640
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 0.063586
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 0.054002
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 0.259527
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 0.019332
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 0.006500
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 0.124981
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))4 C == 0 1.37e-05
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))4 C == 0 0.136894
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))4 L == 0 4.74e-05
##
## paste(factor(Native_Nonnative), factor(Trait_type))1 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 *
## paste(factor(Native_Nonnative), factor(Trait_type))1 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 *
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 .
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0 ***
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))1 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 .
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 *
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 **
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 L == 0 .
## paste(factor(Native_Nonnative), factor(Trait_type))2 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 *
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0 ***
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))1 M == 0
## paste(factor(Native_Nonnative), factor(Trait_type))2 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 .
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 *
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0 *
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))2 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 .
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0 ***
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 C - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 *
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0 ***
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))2 M == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 L - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))3 M - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 .
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0 .
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 L == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 C - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 *
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0 **
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))3 M == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 L - paste(factor(Native_Nonnative), factor(Trait_type))4 C == 0 ***
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))4 C == 0
## paste(factor(Native_Nonnative), factor(Trait_type))4 M - paste(factor(Native_Nonnative), factor(Trait_type))4 L == 0 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## (Adjusted p values reported -- none method)